Abstract: In this paper a novel approach for automatically configuring a k-nearest neighbors regressor for univariate time series forecasting is presented. The approach uses an ensemble consisting of ...

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Moreover, to address the online forecasting task, it is intuitive to find that we should disentangle the long/short-term states from the time series with unknown interventions as shown in Figure 1.